A survey on underwater computer vision

SP González-Sabbagh, A Robles-Kelly - ACM Computing Surveys, 2023 - dl.acm.org
Underwater computer vision has attracted increasing attention in the research community
due to the recent advances in underwater platforms such as of rovers, gliders, autonomous …

Research challenges, recent advances, and popular datasets in deep learning-based underwater marine object detection: A review

MJ Er, J Chen, Y Zhang, W Gao - Sensors, 2023 - mdpi.com
Underwater marine object detection, as one of the most fundamental techniques in the
community of marine science and engineering, has been shown to exhibit tremendous …

Beyond single reference for training: Underwater image enhancement via comparative learning

K Li, L Wu, Q Qi, W Liu, X Gao, L Zhou… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Due to the wavelength-dependent light absorption and scattering, the raw underwater
images are usually inevitably degraded. Underwater image enhancement (UIE) is of great …

Shallow-uwnet: Compressed model for underwater image enhancement (student abstract)

A Naik, A Swarnakar, K Mittal - Proceedings of the AAAI Conference on …, 2021 - ojs.aaai.org
Over the past few decades, underwater image enhancement has attracted an increasing
amount of research effort due to its significance in underwater robotics and ocean …

Hierarchical attention aggregation with multi-resolution feature learning for GAN-based underwater image enhancement

D Zhang, C Wu, J Zhou, W Zhang, C Li, Z Lin - Engineering Applications of …, 2023 - Elsevier
In recent years, underwater image enhancement and restoration technologies have become
increasingly important in order to optimize the efficiency of maritime operations and promote …

Representative color transform for image enhancement

H Kim, SM Choi, CS Kim… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Recently, the encoder-decoder and intensity transformation approaches lead to impressive
progress in image enhancement. However, the encoder-decoder often loses details in input …

Pugan: Physical model-guided underwater image enhancement using gan with dual-discriminators

R Cong, W Yang, W Zhang, C Li… - … on Image Processing, 2023 - ieeexplore.ieee.org
Due to the light absorption and scattering induced by the water medium, underwater images
usually suffer from some degradation problems, such as low contrast, color distortion, and …

Semantic segmentation of underwater imagery: Dataset and benchmark

MJ Islam, C Edge, Y Xiao, P Luo… - 2020 IEEE/RSJ …, 2020 - ieeexplore.ieee.org
In this paper, we present the first large-scale dataset for semantic Segmentation of
Underwater IMagery (SUIM). It contains over 1500 images with pixel annotations for eight …

Reinforced swin-convs transformer for simultaneous underwater sensing scene image enhancement and super-resolution

T Ren, H Xu, G Jiang, M Yu, X Zhang… - … on Geoscience and …, 2022 - ieeexplore.ieee.org
Underwater image enhancement (UIE) technology aims to tackle the challenge of restoring
the degraded underwater images due to light absorption and scattering. Meanwhile, the …

Wavelength-based attributed deep neural network for underwater image restoration

P Sharma, I Bisht, A Sur - ACM Transactions on Multimedia Computing …, 2023 - dl.acm.org
Background: Underwater images, in general, suffer from low contrast and high color
distortions due to the non-uniform attenuation of the light as it propagates through the water …